{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 逻辑回归解决多分类问题\n",
    "\n",
    "### 案例： 手写数字识别\n",
    "\n",
    "### 数据集：ex3data1.mat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.io as sio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sio.loadmat('ex3data1.mat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "{'__header__': b'MATLAB 5.0 MAT-file, Platform: GLNXA64, Created on: Sun Oct 16 13:09:09 2011',\n '__version__': '1.0',\n '__globals__': [],\n 'X': array([[0., 0., 0., ..., 0., 0., 0.],\n        [0., 0., 0., ..., 0., 0., 0.],\n        [0., 0., 0., ..., 0., 0., 0.],\n        ...,\n        [0., 0., 0., ..., 0., 0., 0.],\n        [0., 0., 0., ..., 0., 0., 0.],\n        [0., 0., 0., ..., 0., 0., 0.]]),\n 'y': array([[10],\n        [10],\n        [10],\n        ...,\n        [ 9],\n        [ 9],\n        [ 9]], dtype=uint8)}"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "dict"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "dict_keys(['__header__', '__version__', '__globals__', 'X', 'y'])"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_X = data['X']\n",
    "raw_y = data['y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 400) (5000, 1)\n"
     ]
    }
   ],
   "source": [
    "print(raw_X.shape,raw_y.shape)  # 5000个样本 20*20的图片  y=10 表示 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_an_image(X):\n",
    "    \n",
    "    pick_one = np.random.randint(5000)\n",
    "    \n",
    "    image = X[pick_one,:]\n",
    "    \n",
    "    fig,ax = plt.subplots(figsize=(1,1))\n",
    "    ax.imshow(image.reshape(20,20).T,cmap = 'gray_r')\n",
    "\n",
    "    # 去掉刻度\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 100x100 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_an_image(raw_X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_100_image(X):\n",
    "    print(len(X))\n",
    "    # 同上len(X)=5000 从0到4999选100个索引\n",
    "    sample_index = np.random.choice(len(X),100)\n",
    "    images = X[sample_index,:]\n",
    "    print(images.shape)\n",
    "    \n",
    "    fig,ax = plt.subplots(ncols=10,nrows=10,figsize=(8,8),sharex=True,sharey=True)\n",
    "    \n",
    "    for r in range(10):\n",
    "        for c in range(10):\n",
    "            \n",
    "            ax[r,c].imshow(images[10 * r + c].reshape(20,20).T,cmap='gray_r')\n",
    "            \n",
    "    \n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    \n",
    "    plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5000\n",
      "(100, 400)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 100 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_100_image(raw_X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sigmoid(z):\n",
    "    return 1/(1+np.exp(-z))"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "\n",
    "此时要求theta参数必须放在第一位，因为分类器那里所要用到的函数theta是做为要优化的参数来的，其他的参数叫args\n",
    "（用了scipy做优化）"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def costFunction(theta,X,y,lamda):\n",
    "    A = sigmoid(X@theta)\n",
    "    \n",
    "    first = y*np.log(A)\n",
    "    second = (1-y) * np.log(1-A)\n",
    "    \n",
    "#     reg = np.sum(np.power(theta[1:],2)) * (lamda / (2 * len(X)))\n",
    "    reg = theta[1:] @ theta[1:] * (lamda / (2 * len(X)))\n",
    "    return -np.sum(first + second ) / len(X) + reg"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gradient_reg(theta,X,y,lamda):\n",
    "    reg = theta[1:] * (lamda / len(X))\n",
    "    reg = np.insert(reg,0,values=0,axis=0)\n",
    "    \n",
    "    first = (X.T@(sigmoid(X@theta) - y)) / len(X)\n",
    "    \n",
    "    return first + reg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(5000, 401)"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X  = np.insert(raw_X,0,values=1,axis=1)\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(5000,)"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = raw_y.flatten()\n",
    "y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.optimize import minimize\n",
    "\n",
    "def one_vs_all(X,y,lamda,K):\n",
    "    \n",
    "    n = X.shape[1]\n",
    "    \n",
    "    theta_all = np.zeros((K,n))\n",
    "    \n",
    "    for i in range(1,K+1):\n",
    "        theta_i = np.zeros(n,)\n",
    "        # fun: 要优化的函数、x0：参数初始值(要优化的参数)、Method：优化方法、jac：梯度向量\n",
    "        res = minimize(fun =costFunction,\n",
    "                      x0 = theta_i,\n",
    "                      args = (X, y == i,lamda),\n",
    "                      method = 'TNC',\n",
    "                      jac =gradient_reg )\n",
    "        # minimize返回一个数组优化后使代价函数最小的参数数组，用res.x接收它\n",
    "        theta_all[i-1,:] = res.x\n",
    "        \n",
    "    return theta_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "lamda  = 1\n",
    "K =10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "theta_final = one_vs_all(X,y,lamda,K)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "array([[-2.38187334e+00,  0.00000000e+00,  0.00000000e+00, ...,\n         1.30433279e-03, -7.29580949e-10,  0.00000000e+00],\n       [-3.18303389e+00,  0.00000000e+00,  0.00000000e+00, ...,\n         4.46340729e-03, -5.08870029e-04,  0.00000000e+00],\n       [-4.79638233e+00,  0.00000000e+00,  0.00000000e+00, ...,\n        -2.87468695e-05, -2.47395863e-07,  0.00000000e+00],\n       ...,\n       [-7.98700752e+00,  0.00000000e+00,  0.00000000e+00, ...,\n        -8.94576566e-05,  7.21256372e-06,  0.00000000e+00],\n       [-4.57358931e+00,  0.00000000e+00,  0.00000000e+00, ...,\n        -1.33390955e-03,  9.96868542e-05,  0.00000000e+00],\n       [-5.40542751e+00,  0.00000000e+00,  0.00000000e+00, ...,\n        -1.16613537e-04,  7.88124085e-06,  0.00000000e+00]])"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "theta_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(X,theta_final):\n",
    "    \n",
    "    h = sigmoid(X@theta_final.T) #(5000,401) (10,401) =>(5000,10)\n",
    "    \n",
    "    h_argmax = np.argmax(h,axis=1)\n",
    "    \n",
    "    return h_argmax + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = predict(X,theta_final)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "acc = np.mean(y_pred == y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "0.9446"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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